{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": " Ablation_CAM_NEW",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "BpTfHVPRtoVw",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "from IPython.display import Image\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.cm as cm\n",
        "import glob\n",
        "import matplotlib\n",
        "from matplotlib import pyplot as plt\n",
        "import matplotlib.image as mpimg\n",
        "import numpy as np\n",
        "import imageio as im\n",
        "from keras import models\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Conv2D ,Input\n",
        "from keras.layers import MaxPool2D,BatchNormalization\n",
        "from keras.layers import Flatten\n",
        "from keras.layers import Dense\n",
        "from keras.layers import Dropout\n",
        "from keras.preprocessing import image\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "from keras.callbacks import ModelCheckpoint\n",
        "import pandas as pd\n",
        "import keras.backend as K\n",
        "import cv2"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8l_PhmUkfDYD",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model_builder = keras.applications.xception.Xception\n",
        "img_size = (299, 299)\n",
        "preprocess_input = keras.applications.xception.preprocess_input\n",
        "decode_predictions = keras.applications.xception.decode_predictions\n",
        "\n",
        "last_conv_layer_name = \"block14_sepconv2_act\"\n",
        "classifier_layer_names = [\n",
        "    \"avg_pool\",\n",
        "    \"predictions\",\n",
        "]\n",
        "\n",
        "img_path = 'a.jpg'\n",
        "\n",
        "def get_img_array(img_path, size):\n",
        "\n",
        "    img = keras.preprocessing.image.load_img(img_path, target_size=size)\n",
        "\n",
        "    array = keras.preprocessing.image.img_to_array(img)\n",
        "\n",
        "    array = np.expand_dims(array, axis=0)\n",
        "    return array"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EfkN99MqrZk-",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        },
        "outputId": "5077f976-fe6f-4947-97cf-f7432bae6606"
      },
      "source": [
        "\n",
        "img_array = preprocess_input(get_img_array(img_path, size=img_size))\n",
        "\n",
        "model = model_builder(weights=\"imagenet\")\n",
        "\n",
        "preds = model.predict(img_array)\n",
        "print(\"Predicted:\", decode_predictions(preds, top=1)[0])"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/xception/xception_weights_tf_dim_ordering_tf_kernels.h5\n",
            "91889664/91884032 [==============================] - 1s 0us/step\n",
            "Downloading data from https://storage.googleapis.com/download.tensorflow.org/data/imagenet_class_index.json\n",
            "40960/35363 [==================================] - 0s 0us/step\n",
            "Predicted: [('n02690373', 'airliner', 0.8209318)]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Q7SidnaEraih",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "last_conv_layer = model.get_layer(last_conv_layer_name)\n",
        "last_conv_layer_model = keras.Model(model.inputs, last_conv_layer.output)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SFyq3K8mrrPR",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "classifier_input = keras.Input(shape=last_conv_layer.output.shape[1:])\n",
        "x = classifier_input\n",
        "for layer_name in classifier_layer_names:\n",
        "    x = model.get_layer(layer_name)(x)\n",
        "classifier_model = keras.Model(classifier_input, x)"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0wAZaJ06rz4D",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "6048c30c-e460-4e1c-9b1a-7ec76c83a811"
      },
      "source": [
        "activations = last_conv_layer_model.predict(img_array) \n",
        "last_layer_activation = activations[-1]\n",
        "last_layer_activation = np.expand_dims(last_layer_activation,axis=0)\n",
        "print(last_layer_activation.shape)"
      ],
      "execution_count": 83,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1, 10, 10, 2048)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iW9JP_YIr7CH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "b1ed3323-a0b0-4b32-efd2-25d134b927fb"
      },
      "source": [
        "heatmap = np.mean(last_layer_activation, axis=-1)\n",
        "heatmap = np.maximum(heatmap, 0) / np.max(heatmap)\n",
        "plt.imshow(heatmap[0])"
      ],
      "execution_count": 84,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fa551892fd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 84
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gH5_rf5NsLHO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "0e803964-85b2-4c8f-ac44-d0fb12f81af3"
      },
      "source": [
        "np.argmax(classifier_model(last_layer_activation))"
      ],
      "execution_count": 85,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "834"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 85
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2Pfk2P1_tA1N",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4b08418c-8658-4772-9583-574ada772471"
      },
      "source": [
        "values = []\n",
        "for i in range(2048):\n",
        "  activations = last_conv_layer_model.predict(img_array) \n",
        "  last_layer_activation = activations[-1]\n",
        "  activation = last_layer_activation\n",
        "  activation = np.expand_dims(activation,axis=0)\n",
        "  for j in range(10):\n",
        "    for k in range(10):\n",
        "      activation[0][j][k][i]=0.\n",
        "  prediction = classifier_model(activation)\n",
        "  a= prediction[0][404]\n",
        "  values.append(a.numpy())\n",
        "values"
      ],
      "execution_count": 86,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              " 6.3768275e-05,\n",
              " 6.377683e-05,\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 86
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CCjjCY8mww_9",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c7ca1029-ef8b-46ac-995e-d92d2eae7a7b"
      },
      "source": [
        "aero = 0.8209318\n",
        "aero = [aero]*2048\n",
        "weight_ratio = []\n",
        "for i in range(2048):\n",
        "  b = (float(aero[i]) - float(values[i]))/float(aero[i])\n",
        "  weight_ratio.append(b)\n",
        "weight_ratio"
      ],
      "execution_count": 87,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              " 0.9999220836900553,\n",
              " 0.9999195593877441,\n",
              " 0.9999212110166632,\n",
              " 0.9999219624435642,\n",
              " 0.9999215873859792,\n",
              " 0.9999202859803858,\n",
              " 0.9999221347589355,\n",
              " 0.9999219125446063,\n",
              " 0.9999219624435642,\n",
              " 0.9999213144395656,\n",
              " 0.9999218325112865,\n",
              " 0.9999208764543426,\n",
              " 0.9999220499572962,\n",
              " 0.9999231607364618,\n",
              " 0.9999219489717319,\n",
              " 0.9999220048177948,\n",
              " 0.9999145879448142,\n",
              " 0.9999223220794464,\n",
              " 0.9999223116565025,\n",
              " ...]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 87
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kgI-v_MLx7eY",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "last_layer_activation = np.expand_dims(last_layer_activation,axis=0)\n",
        "for i in range(2048):\n",
        "  for  j in range(10):\n",
        "    for k in range(10):\n",
        "      last_layer_activation[0][j][k][i]=last_layer_activation[0][j][k][i]*weight_ratio[i]"
      ],
      "execution_count": 88,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5U02dDcyyEuR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "outputId": "6b21d6e5-641f-44b9-fb7f-4a440008e2e7"
      },
      "source": [
        "heatmap = np.mean(last_layer_activation, axis=-1)\n",
        "heatmap = np.maximum(heatmap, 0) / np.max(heatmap)\n",
        "plt.imshow(heatmap[0])"
      ],
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7fa550f80c88>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LFD4Kmyaykyx",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "1b4f2d34-87b7-4378-d6b9-9af3e80d50dc"
      },
      "source": [
        "heatmap=heatmap[0,:,:,]\n",
        "heatmap.shape"
      ],
      "execution_count": 90,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10, 10)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XFhwYV7_yK8V",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 972
        },
        "outputId": "35ea8184-aafc-4f9a-95e0-013254814f34"
      },
      "source": [
        "img = keras.preprocessing.image.load_img('a.jpg')\n",
        "img = keras.preprocessing.image.img_to_array(img)\n",
        "heatmap = np.uint8(255 * heatmap)\n",
        "jet = cm.get_cmap(\"jet\")\n",
        "jet_colors = jet(np.arange(256))[:, :3]\n",
        "jet_heatmap = jet_colors[heatmap]\n",
        "jet_heatmap = keras.preprocessing.image.array_to_img(jet_heatmap)\n",
        "jet_heatmap = jet_heatmap.resize((img.shape[1], img.shape[0]))\n",
        "jet_heatmap = keras.preprocessing.image.img_to_array(jet_heatmap)\n",
        "superimposed_img = jet_heatmap  + img\n",
        "superimposed_img = keras.preprocessing.image.array_to_img(superimposed_img)\n",
        "save_path = \"final_image_aeroplane.jpg\"\n",
        "superimposed_img.save(save_path)\n",
        "display(Image(save_path))"
      ],
      "execution_count": 91,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/jpeg": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jRXx6D2Wze4f",
        "colab_type": "text"
      },
      "source": [
        "# Trying out on other classes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "y7agfuUHygCA",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 941
        },
        "outputId": "214024f8-4439-4ca1-b2da-ec8835be44ff"
      },
      "source": [
        "img_path = 'man.jpg'\n",
        "img_array = preprocess_input(get_img_array(img_path, size=img_size))\n",
        "activations = last_conv_layer_model.predict(img_array) \n",
        "last_layer_activation = activations[-1]\n",
        "last_layer_activation = np.expand_dims(last_layer_activation,axis=0)\n",
        "print(last_layer_activation.shape)\n",
        "\n",
        "class_number = np.argmax(model.predict(img_array))\n",
        "prediction = model.predict(img_array)\n",
        "predicted_value = prediction[0][class_number]\n",
        "\n",
        "values = []\n",
        "for i in range(2048):\n",
        "  activations = last_conv_layer_model.predict(img_array) \n",
        "  last_layer_activation = activations[-1]\n",
        "  activation = last_layer_activation\n",
        "  activation = np.expand_dims(activation,axis=0)\n",
        "  for j in range(10):\n",
        "    for k in range(10):\n",
        "      activation[0][j][k][i]=0.\n",
        "  prediction = classifier_model(activation)\n",
        "  a= prediction[0][class_number]\n",
        "  values.append(a.numpy())\n",
        "\n",
        "aero = predicted_value\n",
        "aero = [aero]*2048\n",
        "weight_ratio = []\n",
        "for i in range(2048):\n",
        "  b = (float(aero[i]) - float(values[i]))/float(aero[i])\n",
        "  weight_ratio.append(b)\n",
        "\n",
        "last_layer_activation = np.expand_dims(last_layer_activation,axis=0)\n",
        "for i in range(2048):\n",
        "  for  j in range(10):\n",
        "    for k in range(10):\n",
        "      last_layer_activation[0][j][k][i]=last_layer_activation[0][j][k][i]*weight_ratio[i]\n",
        "\n",
        "\n",
        "heatmap = np.mean(last_layer_activation, axis=-1)\n",
        "heatmap = np.maximum(heatmap, 0) / np.max(heatmap)\n",
        "plt.imshow(heatmap[0])\n",
        "\n",
        "heatmap=heatmap[0,:,:,]\n",
        "\n",
        "img = keras.preprocessing.image.load_img(img_path)\n",
        "img = keras.preprocessing.image.img_to_array(img)\n",
        "heatmap = np.uint8(255 * heatmap)\n",
        "jet = cm.get_cmap(\"jet\")\n",
        "jet_colors = jet(np.arange(256))[:, :3]\n",
        "jet_heatmap = jet_colors[heatmap]\n",
        "jet_heatmap = keras.preprocessing.image.array_to_img(jet_heatmap)\n",
        "jet_heatmap = jet_heatmap.resize((img.shape[1], img.shape[0]))\n",
        "jet_heatmap = keras.preprocessing.image.img_to_array(jet_heatmap)\n",
        "superimposed_img = jet_heatmap *0.4 + img\n",
        "superimposed_img = keras.preprocessing.image.array_to_img(superimposed_img)\n",
        "save_path = \"final_image_dog.jpg\"\n",
        "superimposed_img.save(save_path)\n",
        "display(Image(save_path))"
      ],
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(1, 10, 10, 2048)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3Al4Qzu70It_",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}